{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quantization Aware Training\n",
    "\n",
    "This notebook shows how to use [Brevitas](https://github.com/Xilinx/brevitas) to implement \n",
    "a small fully connected neural network that uses Quantization Aware Training (QAT). Since FHE\n",
    "contraints force neural networks to be quantized to very low bit-widths (2-3 bit weights and \n",
    "activations), it is important to take quantization into account during training in order to obtain good\n",
    "accuracy.\n",
    "\n",
    "We show here how to implement and train the network with QAT and how to compile it to FHE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy\n",
    "import torch\n",
    "from sklearn.model_selection import train_test_split\n",
    "from torch import nn\n",
    "from torch.utils.data import DataLoader, TensorDataset\n",
    "from tqdm.auto import tqdm\n",
    "\n",
    "from concrete.ml.quantization.quantized_module import QuantizedModule\n",
    "from concrete.ml.torch.compile import compile_brevitas_qat_model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data-set generation\n",
    "\n",
    "We generate a simple checkerboard pattern, which is a common benchmark for non-linear classifiers. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "IN_FEAT = 2\n",
    "OUT_FEAT = 2\n",
    "N_SIDE = 100\n",
    "N_EXAMPLE_TOTAL = N_SIDE * N_SIDE\n",
    "N_TEST = 500\n",
    "CLUSTERS = 3\n",
    "\n",
    "# Generate the grid points and put them in a 2 column list of X,Y coordinates\n",
    "xx, yy = numpy.meshgrid(numpy.linspace(0, 1, N_SIDE), numpy.linspace(0, 1, N_SIDE))\n",
    "X = numpy.c_[numpy.ravel(xx), numpy.ravel(yy)]\n",
    "\n",
    "# Generate the labels, using the XOR function to produce the checkerboard\n",
    "y = (numpy.rint(xx * CLUSTERS).astype(numpy.int64) % 2) ^ (\n",
    "    (numpy.rint(yy * CLUSTERS).astype(numpy.int64) % 2)\n",
    ")\n",
    "y = y.ravel()\n",
    "\n",
    "# Add some noise to the data\n",
    "X += numpy.random.randn(X.shape[0], X.shape[1]) * 0.01\n",
    "\n",
    "# Plot the data\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y)\n",
    "plt.title(\"Original dataset\")\n",
    "plt.show()\n",
    "\n",
    "# And, finally, split it into train/test sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=N_TEST / N_EXAMPLE_TOTAL, random_state=42\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training loop\n",
    "\n",
    "In this example we implement a classic simple torch training loop that can be used for both QAT and \n",
    "regular float32 networks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pylint: disable-next=too-many-arguments\n",
    "def train(\n",
    "    torch_model,\n",
    "    X_train,\n",
    "    X_test,\n",
    "    y_train,\n",
    "    y_test,\n",
    "    criterion,\n",
    "    optimizer,\n",
    "    epochs=10,\n",
    "    batch_size=1,\n",
    "    shuffle=True,\n",
    "    device=\"cpu\",\n",
    "):\n",
    "    X_train = torch.tensor(X_train).float()\n",
    "    X_test = torch.tensor(X_test).float()\n",
    "    y_train = torch.tensor(y_train)\n",
    "\n",
    "    train_loader = DataLoader(\n",
    "        TensorDataset(X_train, y_train), batch_size=batch_size, shuffle=shuffle\n",
    "    )\n",
    "    torch_model.train()\n",
    "    for epoch in range(epochs):\n",
    "        total_loss = []\n",
    "        y_pred_all = []\n",
    "        y_true_all = []\n",
    "\n",
    "        for batch_index, (X_batch, y_batch) in enumerate(train_loader):\n",
    "            # Forward pass\n",
    "            X_batch = X_batch.to(device)\n",
    "            y_batch = y_batch.to(device)\n",
    "            y_pred = torch_model(X_batch)\n",
    "            y_pred_all.append(y_pred.argmax(1).detach().cpu().numpy())\n",
    "            y_true_all.append(y_batch.detach().cpu().numpy())\n",
    "\n",
    "            # Compute loss\n",
    "            loss = criterion(y_pred, y_batch)\n",
    "            if torch.isnan(loss):\n",
    "                print(\"y_pred\", y_pred)\n",
    "                print(\"y_batch\", y_batch)\n",
    "                raise ValueError(f\"Loss diverged at step: {batch_index}\")\n",
    "\n",
    "            # Backward pass\n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "\n",
    "            # Update weights\n",
    "            optimizer.step()\n",
    "\n",
    "            total_loss.append(loss.cpu().item())\n",
    "\n",
    "        # Print epoch number, loss and accuracy\n",
    "        y_pred_all = numpy.concatenate(y_pred_all)\n",
    "        y_true_all = numpy.concatenate(y_true_all)\n",
    "        accuracy = numpy.mean(y_pred_all == y_true_all)\n",
    "        print(\n",
    "            f\"Epoch: {epoch:02} | Loss: {numpy.mean(total_loss):.4f} |\"\n",
    "            f\" Train Accuracy: {100*accuracy:.2f}%\"\n",
    "        )\n",
    "\n",
    "    # Compute test accuracy once training is done\n",
    "    torch_model.eval()\n",
    "    fp32_pred = torch_model(X_test.to(device)).cpu().argmax(1).float().detach().numpy()\n",
    "    accuracy = numpy.mean(fp32_pred == y_test)\n",
    "    print(f\"\\nTest Accuracy Fp32: {accuracy*100:.2f}%\")\n",
    "\n",
    "    return accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conversion to FHE and compilation\n",
    "\n",
    "In this example we build a neural network that is compatible with FHE, by using FHE simulation that executes the circuit in the clear. This mode is useful during the network development, as it allows users to quickly check the FHE constraint compliance, the accuracy of a ML models in FHE and helpful for debugging.\n",
    "\n",
    "Once the FHE-friendly network is trained to the required accuracy, we can compile in FHE and deploy the encrypted circuit and perform the inference in FHE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_in_fhe(quantized_numpy_module, X_test, y_test, simulate=True):\n",
    "    if not simulate:\n",
    "        print(\"Generating key\")\n",
    "        start_key = time.time()\n",
    "        quantized_numpy_module.fhe_circuit.keygen()\n",
    "        end_key = time.time()\n",
    "        print(f\"Key generation finished in {end_key - start_key:.2f} seconds\")\n",
    "\n",
    "    fhe_mode = \"simulate\" if simulate else \"execute\"\n",
    "\n",
    "    start_infer = time.time()\n",
    "    predictions = quantized_numpy_module.forward(X_test, fhe=fhe_mode).argmax(1)\n",
    "    end_infer = time.time()\n",
    "\n",
    "    if not simulate:\n",
    "        print(\n",
    "            f\"Inferences finished in {end_infer - start_infer:.2f} seconds \"\n",
    "            f\"({(end_infer - start_infer)/len(X_test):.2f} seconds/sample)\"\n",
    "        )\n",
    "\n",
    "    # Compute accuracy\n",
    "    accuracy = numpy.mean(predictions == y_test) * 100\n",
    "    print(\n",
    "        \"FHE \" + (\"(simulation) \" * simulate) + f\"accuracy: {accuracy:.2f}% on \"\n",
    "        f\"{len(X_test)} examples.\"\n",
    "    )\n",
    "    return predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantization options\n",
    "\n",
    "Brevitas offers a large palette of quantization parameters that can be combined. However, not all configurations are useful for FHE compatible neural networks. Here we give some tips on how to choose the best options for quantizing weights and activations for our use cases.\n",
    "\n",
    "For strict quantization, i. e. less that 3 bits, it's recommended, for both weights and activations to have a zero zero-point, in order to keep to keep the accumulator size low while also speeding up computation. Please refer to the \n",
    "[quantization documentation](../explanations/quantization.md) for more details about the usage of the zero-point. Moreover, we can force the zero-point to be zero during training, and, thus, learn weights that work well in this setting.\n",
    "\n",
    "For less strict quantization, i. e. greater thant 3 bits, it's recommended to use `Int8ActPerTensorFloat` and `Int8WeightPerTensorFloat` from `brevitas.quant` to quantize the activations and weights respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import brevitas.nn as qnn\n",
    "from brevitas.core.bit_width import BitWidthImplType\n",
    "from brevitas.core.quant import QuantType\n",
    "from brevitas.core.restrict_val import FloatToIntImplType, RestrictValueType\n",
    "from brevitas.core.scaling import ScalingImplType\n",
    "from brevitas.core.zero_point import ZeroZeroPoint\n",
    "from brevitas.inject import ExtendedInjector\n",
    "from brevitas.quant.solver import ActQuantSolver, WeightQuantSolver\n",
    "from dependencies import value\n",
    "from torch.nn.utils import prune\n",
    "\n",
    "\n",
    "# More details on injectors at\n",
    "# https://github.com/Xilinx/brevitas/blob/master/ARCHITECTURE.md#injectors-and-quantizers\n",
    "class CommonQuant(ExtendedInjector):\n",
    "    bit_width_impl_type = BitWidthImplType.CONST\n",
    "    scaling_impl_type = ScalingImplType.CONST\n",
    "    restrict_scaling_type = RestrictValueType.FP\n",
    "    zero_point_impl = ZeroZeroPoint\n",
    "    float_to_int_impl_type = FloatToIntImplType.ROUND\n",
    "    scaling_per_output_channel = False\n",
    "    narrow_range = True\n",
    "    signed = True\n",
    "\n",
    "    @value\n",
    "    def quant_type(bit_width):  # pylint: disable=no-self-argument\n",
    "        if bit_width is None:\n",
    "            return QuantType.FP\n",
    "        if bit_width == 1:\n",
    "            return QuantType.BINARY\n",
    "        return QuantType.INT\n",
    "\n",
    "\n",
    "class CommonWeightQuant(CommonQuant, WeightQuantSolver):  # pylint: disable=too-many-ancestors\n",
    "    scaling_const = 1.0\n",
    "    signed = True\n",
    "\n",
    "\n",
    "class CommonActQuant(CommonQuant, ActQuantSolver):  # pylint: disable=too-many-ancestors\n",
    "    min_val = -1.0\n",
    "    max_val = 1.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### QAT fully connected NN implementation\n",
    "\n",
    "We now define the quantization aware training-enabled network. Note that the structure is very simple,\n",
    "with only 2 hidden layers and few neurons. We also use pruning to ensure that many neurons are disabled\n",
    "and keep the accumulator size down. Please refer to the [FHE-friendly model tutorial](../deep-learning/fhe_friendly_models.md)\n",
    "for details about the advantages of QAT and pruning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class QATPrunedSimpleNet(nn.Module):\n",
    "    def __init__(self, n_hidden, qlinear_args, qidentity_args):\n",
    "        super().__init__()\n",
    "\n",
    "        self.pruned_layers = set()\n",
    "\n",
    "        self.quant_inp = qnn.QuantIdentity(**qidentity_args)\n",
    "\n",
    "        self.fc1 = qnn.QuantLinear(IN_FEAT, n_hidden, **qlinear_args)\n",
    "\n",
    "        self.relu1 = qnn.QuantReLU(bit_width=qidentity_args[\"bit_width\"])\n",
    "\n",
    "        self.fc2 = qnn.QuantLinear(n_hidden, n_hidden, **qlinear_args)\n",
    "\n",
    "        self.relu2 = qnn.QuantReLU(bit_width=qidentity_args[\"bit_width\"])\n",
    "\n",
    "        self.fc3 = qnn.QuantLinear(n_hidden, OUT_FEAT, **qlinear_args)\n",
    "\n",
    "        for m in self.modules():\n",
    "            if isinstance(m, qnn.QuantLinear):\n",
    "                torch.nn.init.uniform_(m.weight.data, -1, 1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.quant_inp(x)\n",
    "        x = self.relu1(self.fc1(x))\n",
    "        x = self.relu2(self.fc2(x))\n",
    "        x = self.fc3(x)\n",
    "        return x\n",
    "\n",
    "    def prune(self, max_non_zero):\n",
    "        # Linear layer weight has dimensions NumOutputs x NumInputs\n",
    "        for name, layer in self.named_modules():\n",
    "            if isinstance(layer, qnn.QuantLinear):\n",
    "                num_zero_weights = (layer.weight.shape[1] - max_non_zero) * layer.weight.shape[0]\n",
    "                if num_zero_weights <= 0:\n",
    "                    continue\n",
    "                print(f\"Pruning layer {name} factor {num_zero_weights}\")\n",
    "                prune.l1_unstructured(layer, \"weight\", amount=num_zero_weights)\n",
    "                self.pruned_layers.add(name)\n",
    "\n",
    "    def unprune(self):\n",
    "        for name, layer in self.named_modules():\n",
    "            if name in self.pruned_layers:\n",
    "                prune.remove(layer, \"weight\")\n",
    "                self.pruned_layers.remove(name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train the QAT network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pruning layer fc2 factor 8000\n",
      "Pruning layer fc3 factor 160\n"
     ]
    }
   ],
   "source": [
    "# Add MPS (for macOS with Apple Silicon or AMD GPUs) support when error is fixed. For now, we\n",
    "# observe a decrease in torch's top1 accuracy when using MPS devices\n",
    "# FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/3953\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "\n",
    "# Define our loss function\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "# Define the batch size\n",
    "batch_size = 1\n",
    "n_epochs = 7\n",
    "n_hidden = 100\n",
    "\n",
    "# We use 100 neurons with only 20 that will be active. Having many neurons\n",
    "# out of which we chose the best ones increases the robustness of training\n",
    "# while keeping the accumulator size low\n",
    "torch_model = QATPrunedSimpleNet(\n",
    "    n_hidden=n_hidden,\n",
    "    qlinear_args={\n",
    "        \"weight_bit_width\": 3,\n",
    "        \"weight_quant\": CommonWeightQuant,\n",
    "        \"bias\": True,\n",
    "        \"bias_quant\": None,\n",
    "        \"narrow_range\": True,\n",
    "    },\n",
    "    qidentity_args={\"bit_width\": 3, \"act_quant\": CommonActQuant},\n",
    ")\n",
    "torch_model.prune(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/__w/concrete-ml/concrete-ml/.venv/lib/python3.8/site-packages/torch/_tensor.py:1419: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at ../c10/core/TensorImpl.h:1921.)\n",
      "  return super().rename(names)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 00 | Loss: 0.5981 | Train Accuracy: 70.83%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 01 | Loss: 0.4690 | Train Accuracy: 79.98%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 02 | Loss: 0.4333 | Train Accuracy: 83.41%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 03 | Loss: 0.3922 | Train Accuracy: 86.49%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 04 | Loss: 0.3185 | Train Accuracy: 91.58%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 05 | Loss: 0.2805 | Train Accuracy: 92.77%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 06 | Loss: 0.2553 | Train Accuracy: 94.49%\n",
      "\n",
      "Test Accuracy Fp32: 95.60%\n"
     ]
    }
   ],
   "source": [
    "torch_model = torch_model.to(device)\n",
    "optimizer = torch.optim.AdamW(torch_model.parameters(), lr=0.001)\n",
    "accuracy = train(\n",
    "    torch_model,\n",
    "    X_train,\n",
    "    X_test,\n",
    "    y_train,\n",
    "    y_test,\n",
    "    criterion,\n",
    "    optimizer,\n",
    "    epochs=n_epochs,\n",
    "    batch_size=batch_size,\n",
    "    device=device,\n",
    ")\n",
    "torch_model.unprune()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test the quantization aware trained model, running in torch in floating point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "torch_model.eval()\n",
    "# pylint: disable=not-callable\n",
    "fp32_pred = (\n",
    "    torch_model(torch.tensor(X_test).float().to(device)).cpu().argmax(1).float().detach().numpy()\n",
    ")\n",
    "\n",
    "# pylint: enable=not-callable\n",
    "\n",
    "plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test.astype(numpy.float64))\n",
    "plt.title(\"Original test set\")\n",
    "plt.show()\n",
    "\n",
    "plt.scatter(X_test[:, 0], X_test[:, 1], c=fp32_pred)\n",
    "plt.title(\"Torch: Predictions on test set\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import and test the quantization aware trained model in Concrete ML\n",
    "\n",
    "Note that the model will have float inputs and outputs in torch, but the inputs and outputs will\n",
    "need additional quantization in Concrete ML. This may lower the accuracy depending on the input and output quantizers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We need to unprune the model before compiling\n",
    "torch_model.unprune()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Move torch_model to CPU\n",
    "torch_model = torch_model.cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compile the model using a representative input-set\n",
    "quantized_numpy_module = compile_brevitas_qat_model(torch_model, X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FHE (simulation) accuracy: 95.60% on 500 examples.\n"
     ]
    }
   ],
   "source": [
    "prediction_simulated = test_in_fhe(quantized_numpy_module, X_test, y_test, simulate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating key\n",
      "Key generation finished in 10.10 seconds\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inferences finished in 102.32 seconds (10.23 seconds/sample)\n",
      "FHE accuracy: 100.00% on 10 examples.\n"
     ]
    }
   ],
   "source": [
    "# Reduce the test set for faster running time\n",
    "FHE_SAMPLE = 10\n",
    "\n",
    "prediction_fhe = test_in_fhe(\n",
    "    quantized_numpy_module, X_test[:FHE_SAMPLE], y_test[:FHE_SAMPLE], simulate=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class TorchSKLearnWrapper:\n",
    "    def __init__(self, torch_model):\n",
    "        self.torch_model = torch_model\n",
    "        self.fitted = True\n",
    "\n",
    "    def fit(self):\n",
    "        return self\n",
    "\n",
    "    @staticmethod\n",
    "    def __sklearn_is_fitted__():\n",
    "        return True\n",
    "\n",
    "    def predict(self, X):\n",
    "        self.torch_model.eval()\n",
    "        y_pred = self.torch_model(torch.tensor(X).float()).argmax(1).float().detach().numpy()\n",
    "        return y_pred\n",
    "\n",
    "    def predict_proba(self, X):\n",
    "        self.torch_model.eval()\n",
    "        y_pred = self.torch_model(torch.tensor(X).float())[:, 1].float().detach().numpy()\n",
    "        return y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ConcreteSKLearnWrapper:\n",
    "    def __init__(self, quantized_module: QuantizedModule):\n",
    "        self.quantized_module = quantized_module\n",
    "        self.fitted = True\n",
    "\n",
    "    def fit(self):\n",
    "        return self\n",
    "\n",
    "    @staticmethod\n",
    "    def __sklearn_is_fitted__():\n",
    "        return True\n",
    "\n",
    "    def predict(self, X, progress_bar=False):\n",
    "        predictions = numpy.zeros((X.shape[0],))\n",
    "        for idx, x in enumerate(tqdm(X, disable=not progress_bar)):\n",
    "            predictions[idx] = self.quantized_module.forward(\n",
    "                numpy.expand_dims(x, 0), fhe=\"simulate\"\n",
    "            ).argmax(axis=1)\n",
    "        return predictions\n",
    "\n",
    "    def predict_proba(self, X, progress_bar=False):\n",
    "        predictions = numpy.zeros(shape=(X.shape[0], 2))\n",
    "        for idx, x in enumerate(tqdm(X, disable=not progress_bar)):\n",
    "            predictions[idx] = self.quantized_module.forward(\n",
    "                numpy.expand_dims(x, 0), fhe=\"simulate\"\n",
    "            )[0]\n",
    "        return predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_test[:, 0], X_test[:, 1], c=prediction_simulated)\n",
    "plt.title(\"Concrete ML predictions on test set\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epsilon = 0.1\n",
    "base = 5\n",
    "max_value = 1 + epsilon\n",
    "min_value = 0 - epsilon\n",
    "grid_resolution = 100\n",
    "fig, axs = plt.subplots(figsize=(base * 3, base), ncols=3)\n",
    "for ax in axs:\n",
    "    ax.set_xlim([min_value, max_value])\n",
    "    ax.set_ylim([min_value, max_value])\n",
    "\n",
    "xx0, xx1 = numpy.meshgrid(\n",
    "    numpy.linspace(min_value, max_value, grid_resolution),\n",
    "    numpy.linspace(min_value, max_value, grid_resolution),\n",
    ")\n",
    "\n",
    "X_grid = numpy.c_[xx0.ravel(), xx1.ravel()]\n",
    "y_pred_torch = TorchSKLearnWrapper(torch_model).predict(X_grid)\n",
    "y_pred_concrete = ConcreteSKLearnWrapper(quantized_numpy_module).predict(X_grid)\n",
    "\n",
    "axs[1].contourf(xx0, xx1, y_pred_torch.reshape(xx0.shape))\n",
    "axs[2].contourf(xx0, xx1, y_pred_concrete.reshape(xx0.shape))\n",
    "\n",
    "axs[0].scatter(X_test[:, 0], X_test[:, 1], c=prediction_simulated, marker=\"x\")\n",
    "axs[0].set_title(\"Ground truth\")\n",
    "axs[1].set_title(\"Float32 predictions\")\n",
    "axs[2].set_title(\"Concrete ML predictions\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "\n",
    "In this notebook we showed how to implement a quantization aware training neural network with brevitas.\n",
    "We showed that using QAT and pruning we can obtain good accuracy while training is robust, i.e., the network trains\n",
    "well with different random initializations, optimizer and hyper-parameter settings. \n",
    "\n",
    "The accuracy of the QAT network in FHE is ~92.40%. QAT networks have the same accuracy between their\n",
    "float torch versions and their integer **Concrete ML** FHE versions. Note that a network with similar \n",
    "topology to the one implemented here, trained in floating point with no QAT, \n",
    "and quantized post-training, obtains only 58% accuracy (not showed in this notebook)."
   ]
  }
 ],
 "metadata": {
  "execution": {
   "timeout": 10800
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
